Every review gives a score out of 10, says who the tool is for and who should skip it, and explains what it really costs a beginner. Reviews are ordered by score, highest first.
All six reviews are provisional. Scout has written them from each tool’s own pricing, help and policy pages plus public reporting, but hasn’t tested the tools hands-on yet. Scores may change once we have.
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7.5/10
Gemini Notebook (formerly NotebookLM)
Provisional · Make sense of your documents · checked 26 October 2026Gemini Notebook is the best free place for a beginner to make sense of their own business documents. It doesn't do tasks for you, though. It helps you understand, summarise and present what you give it.
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7.2/10
Lovable
Provisional · Build a website or app · checked 26 October 2026Lovable is one of the easiest ways for a non-coder to turn a business idea into a working web app, but you'll need the paid plan to publish it publicly, and you should switch off AI training in your settings on day one.
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7.0/10
Base44
Provisional · Build a website or app · checked 27 October 2026Base44 is probably the gentlest way to build your first proper app, with the database, logins and hosting all included. But on every plan below Enterprise your data can be used to train AI models, and there's no opt-out.
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6.7/10
Gumloop
Provisional · Automate repetitive admin · checked 27 October 2026Gumloop is a powerful way to hand repetitive admin to AI agents without writing code. But it costs more than the others here, it's aimed more at teams, and there's a learning curve before it pays off.
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6.5/10
Genspark
Provisional · Make business documents and research · checked 27 October 2026Genspark is a handy all-in-one helper for the documents a new business needs, such as decks, research and spreadsheets. But the free plan runs out for good, and Genspark's own pages contradict each other about AI training, so switch off its AI Data Retention setting on day one.
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6.0/10
Manus
Provisional · Hand a whole job to an AI agent · checked 27 October 2026Manus can turn one instruction into a finished research report, website or slide deck, which is genuinely useful when you're starting out. But its ownership saga and the 2026 deletion of some users' data mean you shouldn't trust it with anything you can't afford to lose.
Want to know how the scores work, or how we make money? Read how we review. Looking for a tool for a particular job? Try the tools directory.
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